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TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning

TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning

21 June 2024
Nemin Wu
Qian Cao
Zhangyu Wang
Zeping Liu
Yanlin Qi
Jielu Zhang
Joshua Ni
Xiaobai Yao
Hongxu Ma
Lan Mu
Stefano Ermon
T. Ganu
A. Nambi
Ni Lao
Gengchen Mai
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Papers citing "TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning"

15 / 15 papers shown
Title
Efficient Mixture of Geographical Species for On Device Wildlife Monitoring
Efficient Mixture of Geographical Species for On Device Wildlife Monitoring
Emmanuel Azuh Mensah
Joban Mand
Yueheng Ou
Min Jang
Kurtis Heimerl
24
0
0
11 Apr 2025
S2Vec: Self-Supervised Geospatial Embeddings
S2Vec: Self-Supervised Geospatial Embeddings
Shushman Choudhury
Elad Aharoni
Chandrakumari Suvarna
Iveel Tsogsuren
Abdul Rahman Kreidieh
Chun-Ta Lu
Neha Arora
SSL
AI4TS
61
0
0
10 Apr 2025
LocDiffusion: Identifying Locations on Earth by Diffusing in the Hilbert Space
LocDiffusion: Identifying Locations on Earth by Diffusing in the Hilbert Space
Zhangyu Wang
Jielu Zhang
Zhongliang Zhou
Qian Cao
Nemin Wu
...
Lan Mu
Yang Song
Yiqun Xie
Ni Lao
Gengchen Mai
DiffM
32
0
0
23 Mar 2025
GAIR: Improving Multimodal Geo-Foundation Model with Geo-Aligned Implicit Representations
GAIR: Improving Multimodal Geo-Foundation Model with Geo-Aligned Implicit Representations
Z. Liu
Fan Zhang
Junfeng Jiao
Ni Lao
Gengchen Mai
39
1
0
20 Mar 2025
REO-VLM: Transforming VLM to Meet Regression Challenges in Earth
  Observation
REO-VLM: Transforming VLM to Meet Regression Challenges in Earth Observation
Xizhe Xue
Guoting Wei
Hao Chen
H. Zhang
Feng Lin
Chunhua Shen
Xiao Xiang Zhu
78
3
0
21 Dec 2024
GeoConformal prediction: a model-agnostic framework of measuring the uncertainty of spatial prediction
GeoConformal prediction: a model-agnostic framework of measuring the uncertainty of spatial prediction
Xiayin Lou
Peng Luo
Liqiu Meng
82
0
0
05 Dec 2024
Generating Binary Species Range Maps
Generating Binary Species Range Maps
Filip Dorm
Christian Lange
S. Loarie
Oisin Mac Aodha
18
1
0
28 Aug 2024
GeoTransformer: Enhancing Urban Forecasting with Geospatial Attention
  Mechanisms
GeoTransformer: Enhancing Urban Forecasting with Geospatial Attention Mechanisms
Yuhao Jia
Zile Wu
Shengao Yi
Yifei Sun
AI4TS
27
0
0
16 Aug 2024
Probing the Information Theoretical Roots of Spatial Dependence Measures
Probing the Information Theoretical Roots of Spatial Dependence Measures
Zhangyu Wang
Krzysztof Janowicz
Gengchen Mai
Ivan Majic
18
1
0
28 May 2024
Img2Loc: Revisiting Image Geolocalization using Multi-modality
  Foundation Models and Image-based Retrieval-Augmented Generation
Img2Loc: Revisiting Image Geolocalization using Multi-modality Foundation Models and Image-based Retrieval-Augmented Generation
Zhongliang Zhou
Jielu Zhang
Zihan Guan
Mengxuan Hu
Ni Lao
Lan Mu
Sheng R. Li
Gengchen Mai
VLM
28
5
0
28 Mar 2024
CSP: Self-Supervised Contrastive Spatial Pre-Training for
  Geospatial-Visual Representations
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations
Gengchen Mai
Ni Lao
Yutong He
Jiaming Song
Stefano Ermon
64
53
0
01 May 2023
EarthNets: Empowering AI in Earth Observation
EarthNets: Empowering AI in Earth Observation
Zhitong Xiong
Fahong Zhang
Yi Wang
Yilei Shi
Xiao Xiang Zhu
74
70
0
10 Oct 2022
SustainBench: Benchmarks for Monitoring the Sustainable Development
  Goals with Machine Learning
SustainBench: Benchmarks for Monitoring the Sustainable Development Goals with Machine Learning
Christopher Yeh
Chenlin Meng
Sherrie Wang
Anne Driscoll
Erik Rozi
Patrick Liu
Jihyeon Janel Lee
Marshall Burke
David B. Lobell
Stefano Ermon
57
43
0
08 Nov 2021
A Review of Location Encoding for GeoAI: Methods and Applications
A Review of Location Encoding for GeoAI: Methods and Applications
Gengchen Mai
K. Janowicz
Yingjie Hu
Song Gao
Bo Yan
Rui Zhu
Ling Cai
Ni Lao
60
113
0
07 Nov 2021
A Generalizable and Accessible Approach to Machine Learning with Global
  Satellite Imagery
A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery
Esther Rolf
J. Proctor
T. Carleton
I. Bolliger
Vaishaal Shankar
Miyabi Ishihara
Benjamin Recht
S. Hsiang
74
79
0
16 Oct 2020
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